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Systematicliteratureanalysis | Skills Pool

技能档案

Systematicliteratureanalysis

Expertise in systematic literature analysis and annotation methodologies, particularly in the context of the Free Energy Principle and Active Inference.

docxology0 星标2026年4月1日

职业
分类: 学术

技能内容

The Free Energy Principle & Active Inference: a Systematic Literature Analysis

Virginia Bleu Knight, R.J. Cordes, Daniel A. Friedman (2022) · Active Inference

Instructions

Use this skill when working with topics related to systematic literature analysis, Free Energy Principle, Active Inference, Karl Friston.

When applying this skill:

Conduct systematic literature analyses of scientific fields
Apply bibliometric methods to trace field evolution
Map thematic and disciplinary expansion of research programs

Key Concepts

systematic literature analysis
Free Energy Principle
Active Inference
Karl Friston
history of science
bibliometrics

相关技能

快速安装

Systematicliteratureanalysis

npx skillvault add docxology/docxology-docxology-papers-friedman-2022-systematicliteratureanalysis-skill-md

下载 Skill 打开源码仓库

作者: docxology
星标: 0
更新时间: 2026年4月1日
职业

本页内容

01The Free Energy Principle & Active Inference: a Systematic Literature Analysis

ontology

Methods & Techniques

Utilized Publish or Perish software for citation discovery and dataset compilation.
Employed BioPython API to query open source publications from the NCBI Pubmed Database.
Conducted manual annotation of papers based on structural, visual, and mathematical features.
Developed an analysis pipeline for examining publication dynamics and language use.

Key Findings

Identified patterns in publication dynamics related to the Free Energy Principle and Active Inference.
Demonstrated the rapid evolution of discourse in the FEP/ActInf fields over the past two decades.
Highlighted the need for improved educational and research materials to address 'research debt'.
Showed the potential for richer interfaces to enhance learning and research engagement.

Prerequisites

Probability theory and Bayesian inference basics
Free Energy Principle and generative models

🎯 Consulting & Tutoring

Daniel Ari Friedman, PhD is available for AI Research Consulting and Tutoring related to this skill.

Related Skills

See BIBLIOGRAPHY.md for the complete publication catalog and related papers.

04Methods & Techniques

06Prerequisites

07🎯 Consulting & Tutoring

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